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Using TensorFlow to implement convolution and deconvolution detailed process, interview Python to achieve convolution operation

TensorFlow standard data format [batch, height, width, in_channels],' nchw ' refers to the data format of the Theano, [batch, In_channels, Height, Width], of course, the default value is ' NHWC ' First, define a single channel graph and 3 convolution cores. X1 = Tf.constant (1.0, shape=[1,3,3,1]) kernel = tf.constant (1.0, shape=[3,3,3,1]) Define a few more graphs x2 = tf.constant (1.0, shape=[1,6,6,3]) x3 = tf.constant (1.0, shape=[1,5,5,3])

Bzoj 2797 Poi2012 Squarks__bzoj

Title: Now there are n n different positive integers XI x_i, 22 and a total of n∗ (n−1) 2 \frac{n* (n-1)}2 and, now given these and, find x1,x2,... xn x_1,x_2,... x_n The smallest number must be x1+x2 x_1+x_2The second small number must be x1+x3 x_1+x_3Because the number of smaller than x2+x3 X_2+x_3 can only be x1+xi x_1+x_i, x2+x3 x_2+x_3 can only be 3...N 3..

95. Ask for the least common multiple of three integers

function Fun function is: To find 3 number of least common multiple. #define _crt_secure_no_warnings #include j = 1; t = j%x; m = j%y; n = j%z; while (t! = 0 | | m! = 0 | | n! = 0) { J = j + 1; t = j%x; m = j%y; n = j%z; } return j; } int main () { int x1, x2, x3,j; printf ("Input x1,x2,x3:"); scanf ("%d%d%d", x1, x2, x3); printf ("x1=%d,x

C Language Interview

an expression is a sign-free integer. The operator is + 、-、 *,/, and parentheses are matched by regular pairing, and the expression ends with the character ' = '.The function Gettach () is set for unifying subtraction computations by getting a valid character for the expression and storing the character in the variable curch, the function pointer array func[].Program#include #include int add (int x,int y) {return x + y;}int sub (int x, int y) {return x-y;}int mul (int x, int y) {return x*y;}int

Introduction to climbing algorithms and Python implementation examples

This article mainly introduces the climbingmethod (climbingmethod) is an optimization algorithm. It generally starts from a random solution and then gradually finds an optimal solution (local optimization) then we implemented this algorithm using Python. For more information, see 1. Introduction Climbing method is an optimization algorithm. It generally starts from a random solution and gradually finds an optimal solution (local optimization ). Assuming that there are multiple parameters for th

Hidden algorithm Two

decomposition method. The first four algorithms are most commonly used, the basis of which is the back-blanking principle. The so-called back-blanking principle, that is, relative to the point of view of the object facing the surface is not visible, should be hidden. ----1. Plane Formula method----according to the analytic Geometry principle, the standard plane equation can be used to determine whether the given point is on the front or back of the plane. The plane formula method uses this prin

The solution of "Codevs" p1038 three-time equation

Title Description Description Tangible such as: ax3+bx2+cx+d=0 such a one-dimensional three-time equation. The coefficients of each of the equations (A,b,c,d are real) are given, and the equation has three different real roots (the range of the roots between 100 to 100), and the absolute value of the difference between root and root is >=1. It is required to output these three real roots (spaces between root and root) in the same row from small to large, and accurate to 2 digits after the decima

Poj 1673 exocenter of a triangle

Poj_1673 O is actually the focus of △abc, and the proof is as follows: First, we rotate △ebj around B point counterclockwise for 90 degrees. Then EB and AB overlap, and BJ and BC are collocated. The reason why BJ and BC are co-located is that they are complementary before ABC and ∠ ebj. At this time, there will be a large combination of triangle △jac, and BC = BJ, Me = MJ, so me is the middle line of △jac, so BM is parallel to AC. The BM is parallel to the AC after 90 degrees of rotation, so

uva12169-disgruntled Judge (modulo operation)

If you know a, you can calculate the X2, according to X3= (ax2+b) mod10001 calculate B.The entire sequence can then be computed in O (T) time.If a contradiction is found and entered in the calculation, a is illegal because a is an integer of 0~10000, even if all a is enumerated, the time efficiency is high enough.Enumeration A, using X1,X3 to find B, the relationship between all x can not satisfy a, a, a.Ho

[Ultraviolet A] 12169-Disgruntled judge (violent or Euclidean)

It may be because of Background Data. This question can be determined by enumeration A and B, but it takes a long time and the efficiency is too low. 14021006 12169 Disgruntled judge Accepted C ++ 0.876 08:46:28 No more. #include Another way is to enumerate a, use X1 and X3 to find B, and determine whether the relationship between all X can meet the requirements of A and B. How to obtain B through a, X1,

The double-Assist line method program (Source Code) of the traffic control algorithm is made public for the first time!

'*************************************** **************************************** ***************************''Traffic adjustment and calculation dual-Auxiliary Line Method program 2011.2.13''Author: Xiaoyan Linxian'Qq: 51817'Water conservancy Software Development Research Group: 39869071'Water conservancy and hydropower project construction diversion scheme aided design system official blog: http://www.cnblogs.com/DivClose/''The author is not held responsible for any adaptation of the source co

Principle of CRC verification

packet generated using polynomial g (x) = X4 + X3 + x + 1 is 11001010101 encoded packets.First, the generated polynomial is 11011, and K zeros are added after the original message. Here K = 4 is the number of polynomials.Then retrieve the remainder11011 110010101010000----------1100111011--------1001011011--------1001111011--------1000011011--------1011111011--------1100011011--------1100011011--------11Cyclic Redundancy Verification Code Cyclic Redu

Introduction to Mountain climbing algorithm and Python implementation example _python

Introduction to the method of mountain climbing Mountain climbing (climbing method) is an optimization algorithm, which begins with a random solution and then gradually finds an optimal solution (local optimal). Assuming that there are multiple parameters for the problem, we can increase or decrease the value of a parameter by one unit in the process of getting the optimal solution through the climbing method. For example, the solution of a problem requires the use of 3 integer type parameters

How does "TensorFlow" tf.nn.conv2d_transpose achieve deconvolution?

about it first. Instead of using the deconvolution function directly, we define some graphs x2 = tf.constant (1.0, shape=[1,6,6,3]) x3 = tf.constant (1.0, shape=[1,5,5,3]) X2 is the 6x6 3-channel graph, X3 is the 5x5 3-channel graph Okay, let's do a convolution operation on X3. y2 = tf.nn.conv2d (x3, kernel, st

Analysis of the maximum examples of three

I've seen this video very early, but today I'm going to take it out and forget it. So let's review it here. Find the largest input in three digits: three numerical processing: the maximum algorithm of three Output: Printing maximum value Strategy 1: Overall comparison compares each value to all other values to determine the maximum value If x1 > x2 and x1 >= x3: max = x1 elif x2 >=-X1 and x2 >= x3: max =

Fifth chapter-delphi Graphic image Programming (i) (1)

drawn on the part's canvas. The Tcanvas Brush,pen,font properties are Tbrush,tpen,tfont objects that define the style of drawing graphics. About the Tbrush,tpen object, described in detail in the next section. The position of the canvas's pen is defined in the Penpos property, and the pen can be moved using the MoveTo method. If you want to output text on the canvas, you can use the TextOut method. Tcanvas has many methods to accomplish the common drawing function, and now introduces the meth

How to draw a circular and multi-angle Pattern Based on html5-

This article describes how to create a circular multi-angle Pattern Based on html5. you can refer to the following for more information: The Code is as follows: Copy the content to the clipboard using JavaScript Code Var canvas = document. getElementById ('My), ctx = canvas. getContext ('2d '); SetInterval (function (){ Ctx. clearRect (0, 0, 400,400 ); Ctx. save (); Ctx. translate (200,200 ); Var ci = 90, pi = Math. PI/ci, x1 = 100, y1 = 0, x2 = 0, y2 = 0,

Miscellaneous --- work under great pressure

also coordinated several times and organized several project teams to solve the problem and report the problem to each other every week, but the results were not good. The reason is very simple. The LZ project team has a same level relationship with several other project teams. It is usually irrelevant and has no parent-subordinate relationship. The LZ project team belongs to R D department X1, while the remaining project teams include X2 and X3. Th

Genetic Algorithm and direct search toolbox learning Note 3-objective function Constraints

you will get the results you need quickly and accurately. For a vector X, the boundary constraint must be the same as the dimension of the vector X. For example, if X = [x1, x2, X3, X4], where X1 is a scalar, the length of the boundary constraint must also be 4. For example, the constraint of the lower bound is L = [1, 2, 4, 3, 4], the upper bound is u = [5, 6, 7, 8], which is equivalent to the following formula: 1 2 3 4 If the constraint is

Implementation of book paging in Android-principles

, obtain the coordinates of the gpoint because G is the point of AF: Apparently GX = (AX + FX)/2; Gy = (Ay + FY)/2; Ecoordinate: Add the subsidy line GM. The M coordinate is (GX, mheight ); According to the EGM and GMF of similar vertical triangles: Em = GM * GM/MF; In this way, the coordinates of the evertex are: (GX-Em, mheight) Similarly, the coordinates of the H point can be obtained. Coordinate C: To simplify the calculation, we set the N point to the AG point. In this way, the triangle CJF

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